{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "数据集的前几行：\n",
      "   性别  民族 户口所在地   在读情况 家庭经济困难情况        接受学费 申请助学贷款情况 了解助学贷款政策 助学贷款宣传效果 获得贷款难易度  \\\n",
      "0  女  汉族    农村     初中       属于  6000-8000元    申请未获得     了解很少  宣传工作不到位    有些难度   \n",
      "1  女  汉族    农村     初中      不属于  6000-8000元    没有申请过     了解很少  宣传工作不到位    有些难度   \n",
      "2  女  汉族    农村     初中       属于     5000元以下    申请并获得     基本了解   宣传工作到位    比较容易   \n",
      "3  女  汉族    农村     小学       属于     5000元以下    申请并获得     基本了解   宣传工作到位    比较容易   \n",
      "4  女  汉族    城镇  在读大学生      不属于  6000-8000元    没有申请过     基本了解   宣传工作到位    比较容易   \n",
      "\n",
      "    筹集学费方式  贷款违约处理方式   违约影响  \n",
      "0   申请助学贷款  建立还款提醒制度  有一定影响  \n",
      "1   申请助学贷款  建立还款提醒制度  有一定影响  \n",
      "2  向亲朋好友借钱  建立还款提醒制度  有一定影响  \n",
      "3  向亲朋好友借钱  建立还款提醒制度  有一定影响  \n",
      "4  向亲朋好友借钱  建立还款提醒制度  有一定影响  \n",
      "数据集的描述性统计：\n",
      "          性别   民族 户口所在地   在读情况 家庭经济困难情况        接受学费 申请助学贷款情况 了解助学贷款政策 助学贷款宣传效果  \\\n",
      "count   200  200   200    200      200         200      200      200      200   \n",
      "unique    2    1     2      4        2           3        3        2        2   \n",
      "top       女   汉族    农村  在读高中生       属于  6000-8000元    没有申请过     了解很少   宣传工作到位   \n",
      "freq    111  200   164    174      175          84      133      122      162   \n",
      "\n",
      "       获得贷款难易度   筹集学费方式  贷款违约处理方式   违约影响  \n",
      "count      200      200       200    200  \n",
      "unique       3        3         2      2  \n",
      "top       有些难度  向亲朋好友借钱  建立还款提醒制度  有一定影响  \n",
      "freq       150      118       113    113  \n",
      "数据集的列名：\n",
      " Index(['性别', '民族', '户口所在地', '在读情况', '家庭经济困难情况', '接受学费', '申请助学贷款情况', '了解助学贷款政策',\n",
      "       '助学贷款宣传效果', '获得贷款难易度', '筹集学费方式', '贷款违约处理方式', '违约影响'],\n",
      "      dtype='object')\n",
      "缺失值统计：\n",
      " 性别          0\n",
      "民族          0\n",
      "户口所在地       0\n",
      "在读情况        0\n",
      "家庭经济困难情况    0\n",
      "接受学费        0\n",
      "申请助学贷款情况    0\n",
      "了解助学贷款政策    0\n",
      "助学贷款宣传效果    0\n",
      "获得贷款难易度     0\n",
      "筹集学费方式      0\n",
      "贷款违约处理方式    0\n",
      "违约影响        0\n",
      "dtype: int64\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "检测到的离群点（编码后）：\n",
      "     性别  民族  户口所在地  在读情况  家庭经济困难情况  接受学费  申请助学贷款情况  了解助学贷款政策  助学贷款宣传效果  \\\n",
      "1     0   0      0     0         0     1         0         0         0   \n",
      "6     0   0      1     1         0     2         0         1         1   \n",
      "16    0   0      1     1         0     1         0         1         1   \n",
      "18    0   0      1     3         1     0         1         1         1   \n",
      "26    0   0      0     1         0     1         0         1         1   \n",
      "98    0   0      1     2         0     0         0         1         0   \n",
      "108   0   0      1     2         1     0         1         1         1   \n",
      "182   1   0      1     2         0     2         0         0         0   \n",
      "190   1   0      1     2         0     2         0         1         1   \n",
      "198   0   0      1     2         0     1         0         1         1   \n",
      "\n",
      "     获得贷款难易度  筹集学费方式  贷款违约处理方式  违约影响  outlier  \n",
      "1          1       2         0     0       -1  \n",
      "6          2       0         0     0       -1  \n",
      "16         1       1         1     0       -1  \n",
      "18         1       1         1     0       -1  \n",
      "26         2       1         0     1       -1  \n",
      "98         2       2         0     0       -1  \n",
      "108        2       1         1     1       -1  \n",
      "182        0       0         0     0       -1  \n",
      "190        2       0         0     0       -1  \n",
      "198        0       2         0     0       -1  \n",
      "\n",
      "删除离群点后的编码数据集大小： (190, 14)\n",
      "原始数据中的离群点：\n",
      "    性别  民族 户口所在地   在读情况 家庭经济困难情况         接受学费 申请助学贷款情况 了解助学贷款政策 助学贷款宣传效果  \\\n",
      "1    女  汉族    农村     初中      不属于   6000-8000元    没有申请过     了解很少  宣传工作不到位   \n",
      "6    女  汉族    城镇  在读大学生      不属于  8000-10000元    没有申请过     基本了解   宣传工作到位   \n",
      "16   女  汉族    城镇  在读大学生      不属于   6000-8000元    没有申请过     基本了解   宣传工作到位   \n",
      "18   女  汉族    城镇     小学       属于      5000元以下    申请并获得     基本了解   宣传工作到位   \n",
      "26   女  汉族    农村  在读大学生      不属于   6000-8000元    没有申请过     基本了解   宣传工作到位   \n",
      "98   女  汉族    城镇  在读高中生      不属于      5000元以下    没有申请过     基本了解  宣传工作不到位   \n",
      "108  女  汉族    城镇  在读高中生       属于      5000元以下    申请并获得     基本了解   宣传工作到位   \n",
      "182  男  汉族    城镇  在读高中生      不属于  8000-10000元    没有申请过     了解很少  宣传工作不到位   \n",
      "190  男  汉族    城镇  在读高中生      不属于  8000-10000元    没有申请过     基本了解   宣传工作到位   \n",
      "198  女  汉族    城镇  在读高中生      不属于   6000-8000元    没有申请过     基本了解   宣传工作到位   \n",
      "\n",
      "    获得贷款难易度   筹集学费方式  贷款违约处理方式   违约影响  \n",
      "1      有些难度   申请助学贷款  建立还款提醒制度  有一定影响  \n",
      "6      比较容易     勤工俭学  建立还款提醒制度  有一定影响  \n",
      "16     有些难度  向亲朋好友借钱    纳入征信系统  有一定影响  \n",
      "18     有些难度  向亲朋好友借钱    纳入征信系统  有一定影响  \n",
      "26     比较容易  向亲朋好友借钱  建立还款提醒制度   重要影响  \n",
      "98     比较容易   申请助学贷款  建立还款提醒制度  有一定影响  \n",
      "108    比较容易  向亲朋好友借钱    纳入征信系统   重要影响  \n",
      "182    一般难度     勤工俭学  建立还款提醒制度  有一定影响  \n",
      "190    比较容易     勤工俭学  建立还款提醒制度  有一定影响  \n",
      "198    一般难度   申请助学贷款  建立还款提醒制度  有一定影响  \n",
      "\n",
      "列 '性别' 的整数编码映射：\n",
      "  女 -> 0\n",
      "  男 -> 1\n",
      "\n",
      "列 '民族' 的整数编码映射：\n",
      "  汉族 -> 0\n",
      "\n",
      "列 '户口所在地' 的整数编码映射：\n",
      "  农村 -> 0\n",
      "  城镇 -> 1\n",
      "\n",
      "列 '在读情况' 的整数编码映射：\n",
      "  初中 -> 0\n",
      "  在读大学生 -> 1\n",
      "  在读高中生 -> 2\n",
      "  小学 -> 3\n",
      "\n",
      "列 '家庭经济困难情况' 的整数编码映射：\n",
      "  不属于 -> 0\n",
      "  属于 -> 1\n",
      "\n",
      "列 '接受学费' 的整数编码映射：\n",
      "  5000元以下 -> 0\n",
      "  6000-8000元 -> 1\n",
      "  8000-10000元 -> 2\n",
      "\n",
      "列 '申请助学贷款情况' 的整数编码映射：\n",
      "  没有申请过 -> 0\n",
      "  申请并获得 -> 1\n",
      "  申请未获得 -> 2\n",
      "\n",
      "列 '了解助学贷款政策' 的整数编码映射：\n",
      "  了解很少 -> 0\n",
      "  基本了解 -> 1\n",
      "\n",
      "列 '助学贷款宣传效果' 的整数编码映射：\n",
      "  宣传工作不到位 -> 0\n",
      "  宣传工作到位 -> 1\n",
      "\n",
      "列 '获得贷款难易度' 的整数编码映射：\n",
      "  一般难度 -> 0\n",
      "  有些难度 -> 1\n",
      "  比较容易 -> 2\n",
      "\n",
      "列 '筹集学费方式' 的整数编码映射：\n",
      "  勤工俭学 -> 0\n",
      "  向亲朋好友借钱 -> 1\n",
      "  申请助学贷款 -> 2\n",
      "\n",
      "列 '贷款违约处理方式' 的整数编码映射：\n",
      "  建立还款提醒制度 -> 0\n",
      "  纳入征信系统 -> 1\n",
      "\n",
      "列 '违约影响' 的整数编码映射：\n",
      "  有一定影响 -> 0\n",
      "  重要影响 -> 1\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "d:\\ProgramData\\Anaconda3\\envs\\myenv37\\Lib\\site-packages\\keras\\src\\layers\\core\\dense.py:87: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 20ms/step - accuracy: 0.4302 - loss: 0.6935 - val_accuracy: 0.6452 - val_loss: 0.6832 - learning_rate: 1.0000e-04\n",
      "Epoch 2/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4899 - loss: 0.6998 - val_accuracy: 0.6452 - val_loss: 0.6808 - learning_rate: 1.0000e-04\n",
      "Epoch 3/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4737 - loss: 0.6963 - val_accuracy: 0.6452 - val_loss: 0.6783 - learning_rate: 1.0000e-04\n",
      "Epoch 4/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4720 - loss: 0.6896 - val_accuracy: 0.6452 - val_loss: 0.6759 - learning_rate: 1.0000e-04\n",
      "Epoch 5/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4936 - loss: 0.6724 - val_accuracy: 0.6452 - val_loss: 0.6737 - learning_rate: 1.0000e-04\n",
      "Epoch 6/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4604 - loss: 0.6761 - val_accuracy: 0.6452 - val_loss: 0.6714 - learning_rate: 1.0000e-04\n",
      "Epoch 7/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.4883 - loss: 0.6892 - val_accuracy: 0.6452 - val_loss: 0.6694 - learning_rate: 1.0000e-04\n",
      "Epoch 8/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4461 - loss: 0.6916 - val_accuracy: 0.6452 - val_loss: 0.6673 - learning_rate: 1.0000e-04\n",
      "Epoch 9/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4734 - loss: 0.6720 - val_accuracy: 0.7097 - val_loss: 0.6649 - learning_rate: 1.0000e-04\n",
      "Epoch 10/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4963 - loss: 0.6604 - val_accuracy: 0.7097 - val_loss: 0.6627 - learning_rate: 1.0000e-04\n",
      "Epoch 11/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4916 - loss: 0.6663 - val_accuracy: 0.7097 - val_loss: 0.6607 - learning_rate: 1.0000e-04\n",
      "Epoch 12/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 0.4756 - loss: 0.6716 - val_accuracy: 0.7097 - val_loss: 0.6590 - learning_rate: 9.0000e-05\n",
      "Epoch 13/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.5093 - loss: 0.6713 - val_accuracy: 0.7097 - val_loss: 0.6575 - learning_rate: 8.1000e-05\n",
      "Epoch 14/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5303 - loss: 0.6615 - val_accuracy: 0.7097 - val_loss: 0.6562 - learning_rate: 7.2900e-05\n",
      "Epoch 15/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4714 - loss: 0.6607 - val_accuracy: 0.7097 - val_loss: 0.6549 - learning_rate: 6.5610e-05\n",
      "Epoch 16/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4565 - loss: 0.6780 - val_accuracy: 0.7097 - val_loss: 0.6538 - learning_rate: 5.9049e-05\n",
      "Epoch 17/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4654 - loss: 0.6676 - val_accuracy: 0.7097 - val_loss: 0.6529 - learning_rate: 5.3144e-05\n",
      "Epoch 18/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5427 - loss: 0.6527 - val_accuracy: 0.7097 - val_loss: 0.6523 - learning_rate: 4.7830e-05\n",
      "Epoch 19/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5638 - loss: 0.6461 - val_accuracy: 0.7097 - val_loss: 0.6516 - learning_rate: 4.3047e-05\n",
      "Epoch 20/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4935 - loss: 0.6622 - val_accuracy: 0.7097 - val_loss: 0.6510 - learning_rate: 3.8742e-05\n",
      "Epoch 21/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4861 - loss: 0.6501 - val_accuracy: 0.7097 - val_loss: 0.6503 - learning_rate: 3.4868e-05\n",
      "Epoch 22/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5110 - loss: 0.6572 - val_accuracy: 0.7097 - val_loss: 0.6498 - learning_rate: 3.1381e-05\n",
      "Epoch 23/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4942 - loss: 0.6476 - val_accuracy: 0.7097 - val_loss: 0.6493 - learning_rate: 2.8243e-05\n",
      "Epoch 24/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4832 - loss: 0.6464 - val_accuracy: 0.7097 - val_loss: 0.6489 - learning_rate: 2.5419e-05\n",
      "Epoch 25/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4808 - loss: 0.6503 - val_accuracy: 0.7097 - val_loss: 0.6486 - learning_rate: 2.2877e-05\n",
      "Epoch 26/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4468 - loss: 0.6589 - val_accuracy: 0.7097 - val_loss: 0.6483 - learning_rate: 2.0589e-05\n",
      "Epoch 27/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 11ms/step - accuracy: 0.4679 - loss: 0.6570 - val_accuracy: 0.7097 - val_loss: 0.6480 - learning_rate: 1.8530e-05\n",
      "Epoch 28/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4833 - loss: 0.6541 - val_accuracy: 0.7097 - val_loss: 0.6478 - learning_rate: 1.6677e-05\n",
      "Epoch 29/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4632 - loss: 0.6558 - val_accuracy: 0.7097 - val_loss: 0.6476 - learning_rate: 1.5009e-05\n",
      "Epoch 30/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.5075 - loss: 0.6538 - val_accuracy: 0.7097 - val_loss: 0.6474 - learning_rate: 1.3509e-05\n",
      "Epoch 31/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4632 - loss: 0.6457 - val_accuracy: 0.7097 - val_loss: 0.6472 - learning_rate: 1.2158e-05\n",
      "Epoch 32/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4558 - loss: 0.6455 - val_accuracy: 0.7097 - val_loss: 0.6471 - learning_rate: 1.0942e-05\n",
      "Epoch 33/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.5032 - loss: 0.6464 - val_accuracy: 0.7097 - val_loss: 0.6470 - learning_rate: 9.8477e-06\n",
      "Epoch 34/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.5058 - loss: 0.6407 - val_accuracy: 0.7097 - val_loss: 0.6468 - learning_rate: 8.8629e-06\n",
      "Epoch 35/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5331 - loss: 0.6461 - val_accuracy: 0.7097 - val_loss: 0.6466 - learning_rate: 7.9766e-06\n",
      "Epoch 36/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4681 - loss: 0.6496 - val_accuracy: 0.7097 - val_loss: 0.6465 - learning_rate: 7.1790e-06\n",
      "Epoch 37/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5538 - loss: 0.6295 - val_accuracy: 0.7097 - val_loss: 0.6464 - learning_rate: 6.4611e-06\n",
      "Epoch 38/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5162 - loss: 0.6403 - val_accuracy: 0.7097 - val_loss: 0.6463 - learning_rate: 5.8150e-06\n",
      "Epoch 39/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4844 - loss: 0.6542 - val_accuracy: 0.7097 - val_loss: 0.6463 - learning_rate: 5.2335e-06\n",
      "Epoch 40/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5032 - loss: 0.6509 - val_accuracy: 0.7097 - val_loss: 0.6462 - learning_rate: 4.7101e-06\n",
      "Epoch 41/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.5406 - loss: 0.6408 - val_accuracy: 0.7097 - val_loss: 0.6462 - learning_rate: 4.2391e-06\n",
      "Epoch 42/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4979 - loss: 0.6430 - val_accuracy: 0.7097 - val_loss: 0.6461 - learning_rate: 3.8152e-06\n",
      "Epoch 43/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4841 - loss: 0.6378 - val_accuracy: 0.7097 - val_loss: 0.6461 - learning_rate: 3.4337e-06\n",
      "Epoch 44/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4748 - loss: 0.6404 - val_accuracy: 0.7097 - val_loss: 0.6460 - learning_rate: 3.0903e-06\n",
      "Epoch 45/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4760 - loss: 0.6453 - val_accuracy: 0.7097 - val_loss: 0.6460 - learning_rate: 2.7813e-06\n",
      "Epoch 46/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4704 - loss: 0.6533 - val_accuracy: 0.7097 - val_loss: 0.6459 - learning_rate: 2.5032e-06\n",
      "Epoch 47/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 11ms/step - accuracy: 0.5245 - loss: 0.6388 - val_accuracy: 0.7097 - val_loss: 0.6459 - learning_rate: 2.2528e-06\n",
      "Epoch 48/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5392 - loss: 0.6304 - val_accuracy: 0.7097 - val_loss: 0.6459 - learning_rate: 2.0276e-06\n",
      "Epoch 49/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4837 - loss: 0.6452 - val_accuracy: 0.7097 - val_loss: 0.6458 - learning_rate: 1.8248e-06\n",
      "Epoch 50/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.5350 - loss: 0.6402 - val_accuracy: 0.7097 - val_loss: 0.6458 - learning_rate: 1.6423e-06\n",
      "Epoch 51/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4847 - loss: 0.6534 - val_accuracy: 0.7097 - val_loss: 0.6458 - learning_rate: 1.4781e-06\n",
      "Epoch 52/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5439 - loss: 0.6270 - val_accuracy: 0.7097 - val_loss: 0.6458 - learning_rate: 1.3303e-06\n",
      "Epoch 53/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4594 - loss: 0.6631 - val_accuracy: 0.7097 - val_loss: 0.6458 - learning_rate: 1.1973e-06\n",
      "Epoch 54/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5056 - loss: 0.6511 - val_accuracy: 0.7097 - val_loss: 0.6458 - learning_rate: 1.0775e-06\n",
      "Epoch 55/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5398 - loss: 0.6360 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 9.6977e-07\n",
      "Epoch 56/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4649 - loss: 0.6469 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 8.7280e-07\n",
      "Epoch 57/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5044 - loss: 0.6494 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 7.8552e-07\n",
      "Epoch 58/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.5345 - loss: 0.6294 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 7.0697e-07\n",
      "Epoch 59/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4289 - loss: 0.6537 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 6.3627e-07\n",
      "Epoch 60/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5280 - loss: 0.6450 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 5.7264e-07\n",
      "Epoch 61/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4316 - loss: 0.6520 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 5.1538e-07\n",
      "Epoch 62/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 5ms/step - accuracy: 0.4615 - loss: 0.6602 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 4.6384e-07\n",
      "Epoch 63/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4637 - loss: 0.6413 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 4.1746e-07\n",
      "Epoch 64/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5531 - loss: 0.6413 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 3.7571e-07\n",
      "Epoch 65/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 22ms/step - accuracy: 0.5223 - loss: 0.6492 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 3.3814e-07\n",
      "Epoch 66/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4742 - loss: 0.6465 - val_accuracy: 0.7097 - val_loss: 0.6457 - learning_rate: 3.0433e-07\n",
      "Epoch 67/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4751 - loss: 0.6438 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.7389e-07\n",
      "Epoch 68/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4817 - loss: 0.6543 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.4650e-07\n",
      "Epoch 69/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4295 - loss: 0.6553 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.2185e-07\n",
      "Epoch 70/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4980 - loss: 0.6404 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.9967e-07\n",
      "Epoch 71/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.5157 - loss: 0.6544 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.7970e-07\n",
      "Epoch 72/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 12ms/step - accuracy: 0.4497 - loss: 0.6596 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.6173e-07\n",
      "Epoch 73/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4860 - loss: 0.6509 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.4556e-07\n",
      "Epoch 74/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.5396 - loss: 0.6436 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.3100e-07\n",
      "Epoch 75/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4985 - loss: 0.6451 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.1790e-07\n",
      "Epoch 76/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.5117 - loss: 0.6402 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.0611e-07\n",
      "Epoch 77/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4898 - loss: 0.6400 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 9.5501e-08\n",
      "Epoch 78/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.5127 - loss: 0.6465 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 8.5950e-08\n",
      "Epoch 79/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4406 - loss: 0.6646 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 7.7355e-08\n",
      "Epoch 80/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4943 - loss: 0.6514 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 6.9620e-08\n",
      "Epoch 81/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5027 - loss: 0.6478 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 6.2658e-08\n",
      "Epoch 82/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 10ms/step - accuracy: 0.4653 - loss: 0.6508 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 5.6392e-08\n",
      "Epoch 83/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5058 - loss: 0.6414 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 5.0753e-08\n",
      "Epoch 84/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4667 - loss: 0.6462 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 4.5678e-08\n",
      "Epoch 85/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4655 - loss: 0.6618 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 4.1110e-08\n",
      "Epoch 86/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4697 - loss: 0.6584 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 3.6999e-08\n",
      "Epoch 87/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4959 - loss: 0.6512 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 3.3299e-08\n",
      "Epoch 88/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 11ms/step - accuracy: 0.5083 - loss: 0.6483 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.9969e-08\n",
      "Epoch 89/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.5139 - loss: 0.6414 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.6972e-08\n",
      "Epoch 90/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4567 - loss: 0.6470 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.4275e-08\n",
      "Epoch 91/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 10ms/step - accuracy: 0.4746 - loss: 0.6447 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 2.1847e-08\n",
      "Epoch 92/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4892 - loss: 0.6353 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.9663e-08\n",
      "Epoch 93/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4830 - loss: 0.6511 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.7696e-08\n",
      "Epoch 94/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4907 - loss: 0.6478 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.5927e-08\n",
      "Epoch 95/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.4930 - loss: 0.6545 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.4334e-08\n",
      "Epoch 96/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 9ms/step - accuracy: 0.4933 - loss: 0.6475 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.2901e-08\n",
      "Epoch 97/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.5214 - loss: 0.6400 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.1611e-08\n",
      "Epoch 98/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4977 - loss: 0.6523 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 1.0450e-08\n",
      "Epoch 99/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 8ms/step - accuracy: 0.4767 - loss: 0.6508 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 9.4046e-09\n",
      "Epoch 100/100\n",
      "\u001b[1m11/11\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step - accuracy: 0.4900 - loss: 0.6516 - val_accuracy: 0.7097 - val_loss: 0.6456 - learning_rate: 8.4642e-09\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.font_manager as fm\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import StandardScaler, LabelEncoder\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "from sklearn.ensemble import IsolationForest\n",
    "import numpy as np\n",
    "from sklearn.svm import SVC\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from tensorflow.keras.optimizers import Adam\n",
    "from tensorflow.keras.callbacks import LearningRateScheduler\n",
    "\n",
    "# 加载本地字体并设置为全局字体\n",
    "font_path = r'c:\\windows\\fonts\\STZHONGS.TTF'\n",
    "my_font = fm.FontProperties(fname=font_path)\n",
    "plt.rcParams['font.family'] = my_font.get_name()\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# 加载数据集\n",
    "file_path = r'G:\\two\\students.xlsx'\n",
    "data = pd.read_excel(file_path)\n",
    "\n",
    "# 设置 Pandas 的显示选项\n",
    "pd.set_option('display.max_rows', None)  # 显示所有行\n",
    "pd.set_option('display.max_columns', None)  # 显示所有列\n",
    "pd.set_option('display.width', None)  # 自动调整宽度\n",
    "\n",
    "# 数据的初步概览和可视化展示\n",
    "print(\"数据集的前几行：\\n\", data.head())\n",
    "print(\"数据集的描述性统计：\\n\", data.describe())\n",
    "print(\"数据集的列名：\\n\", data.columns)\n",
    "\n",
    "# 检查缺失值\n",
    "print(\"缺失值统计：\\n\", data.isnull().sum())\n",
    "\n",
    "# 可视化缺失值\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(data.isnull(), cbar=False, cmap='viridis')\n",
    "plt.title('缺失值热图', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 编码分类特征并存储到新数据框\n",
    "encoded_data = data.copy()\n",
    "label_encoders = {}\n",
    "for column in encoded_data.select_dtypes(include=['object']).columns:\n",
    "    le = LabelEncoder()\n",
    "    encoded_data[column] = le.fit_transform(encoded_data[column])\n",
    "    label_encoders[column] = le\n",
    "\n",
    "# 使用 Isolation Forest 检测离群点\n",
    "model = IsolationForest(contamination=0.05, random_state=42)\n",
    "\n",
    "# 仅选择数值特征进行离群点检测\n",
    "numerical_data = encoded_data.select_dtypes(include=[np.number])\n",
    "if numerical_data.empty:\n",
    "    print(\"数值数据为空，请检查数据格式或内容！\")\n",
    "else:\n",
    "    # 正确使用fit_predict方法\n",
    "    encoded_data['outlier'] = model.fit_predict(numerical_data.values)\n",
    "\n",
    "    # 提取离群点\n",
    "    outliers = encoded_data[encoded_data['outlier'] == -1]\n",
    "\n",
    "    # 输出离群点\n",
    "    print(f\"检测到的离群点（编码后）：\\n{outliers}\\n\")\n",
    "\n",
    "    # 删除离群点\n",
    "    cleaned_encoded_data = encoded_data[encoded_data['outlier']!= -1]\n",
    "    print(\"删除离群点后的编码数据集大小：\", cleaned_encoded_data.shape)\n",
    "\n",
    "    # 通过索引在原始数据中删除离群点\n",
    "    outlier_indices = outliers.index\n",
    "    cleaned_data = data.drop(index=outlier_indices)\n",
    "\n",
    "    # 输出原始数据中的离群点\n",
    "    original_outliers = data.loc[outlier_indices]\n",
    "    print(f\"原始数据中的离群点：\\n{original_outliers}\\n\")\n",
    "\n",
    "# 假设标签列名为 '申请助学贷款情况'\n",
    "label = '申请助学贷款情况'\n",
    "\n",
    "# 对每个非数值列进行编码，并保存映射关系（这里重新编码，确保数据格式符合后续模型要求）\n",
    "label_mappings = {}\n",
    "for column in cleaned_data.select_dtypes(include=['object']).columns:\n",
    "    le = LabelEncoder()\n",
    "    cleaned_data[column] = le.fit_transform(cleaned_data[column])\n",
    "    label_mappings[column] = dict(zip(le.classes_, le.transform(le.classes_)))\n",
    "\n",
    "# 打印每个列的编码映射\n",
    "for col, mapping in label_mappings.items():\n",
    "    print(f\"列 '{col}' 的整数编码映射：\")\n",
    "    for original, encoded in mapping.items():\n",
    "        print(f\"  {original} -> {encoded}\")\n",
    "    print()\n",
    "\n",
    "# 计算相关系数矩阵\n",
    "correlation_matrix = cleaned_data.corr()\n",
    "\n",
    "# 获取与标签的相关系数\n",
    "label_correlation = correlation_matrix[label].drop(label)  # 去掉标签自身的相关系数\n",
    "label_correlation_sorted = label_correlation.abs().sort_values(ascending=False)\n",
    "\n",
    "# 选择与标签相关系数最高的 5个特征\n",
    "top_features = label_correlation_sorted.head(5).index.tolist()\n",
    "\n",
    "# 可视化整个相关系数矩阵，并标出前5个特征\n",
    "plt.figure(figsize=(12, 10))\n",
    "sns.heatmap(correlation_matrix, annot=True, cmap='coolwarm', fmt='.2f', cbar_kws={'label': '相关系数'})\n",
    "plt.xticks(rotation=45, ha='right') \n",
    "plt.title('相关系数矩阵（前5个与标签相关的特征已标记）', fontproperties=my_font)\n",
    "\n",
    "# 高亮显示前5个与标签相关的特征\n",
    "for feature in top_features:\n",
    "    plt.gca().add_patch(plt.Rectangle((correlation_matrix.columns.get_loc(feature), \n",
    "                                       correlation_matrix.index.get_loc(label)),\n",
    "                                      1, 1, fill=False, edgecolor='yellow', lw=3))\n",
    "plt.show()\n",
    "\n",
    "# 使用前5个特征作为模型输入\n",
    "X = cleaned_data[top_features]\n",
    "y = cleaned_data[label]\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 标准化特征\n",
    "scaler = StandardScaler()\n",
    "X_train_scaled = scaler.fit_transform(X_train)\n",
    "X_test_scaled = scaler.transform(X_test)\n",
    "\n",
    "# 构建简单的神经网络模型\n",
    "neural_network_model = Sequential([\n",
    "    Dense(16, activation='elu', input_shape=(X_train_scaled.shape[1],)),\n",
    "    Dense(8, activation='relu'),\n",
    "    Dense(1, activation='sigmoid')\n",
    "])\n",
    "\n",
    "# 编译神经网络模型\n",
    "optimizer = Adam(0.0001)\n",
    "neural_network_model.compile(optimizer=optimizer, loss='binary_crossentropy', metrics=['accuracy'])\n",
    "\n",
    "# 定义学习率调度函数（用于神经网络模型训练）\n",
    "def scheduler(epoch, lr):\n",
    "    if epoch > 10:  # 在第10个epoch之后降低学习率\n",
    "        return lr * 0.9  # 每个epoch将学习率减少10%\n",
    "    return lr\n",
    "\n",
    "# 实例化神经网络模型的学习率调度器\n",
    "lr_scheduler = LearningRateScheduler(scheduler)\n",
    "\n",
    "# 训练神经网络模型，添加学习率调度器\n",
    "neural_network_history = neural_network_model.fit(X_train_scaled, y_train, epochs=100, batch_size=12, validation_split=0.2, callbacks=[lr_scheduler])\n",
    "\n",
    "# 可视化神经网络模型训练过程中的损失和准确率\n",
    "plt.figure(figsize=(12, 6))\n",
    "\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(neural_network_history.history['loss'], label='神经网络训练集损失')\n",
    "plt.plot(neural_network_history.history['val_loss'], label='神经网络验证集损失')\n",
    "plt.title('神经网络训练过程中的损失', fontproperties=my_font)\n",
    "plt.xlabel('Epoch', fontproperties=my_font)\n",
    "plt.ylabel('Loss', fontproperties=my_font)\n",
    "plt.legend(prop=my_font)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(neural_network_history.history['accuracy'], label='神经网络训练集准确率')\n",
    "plt.plot(neural_network_history.history['val_accuracy'], label='神经网络验证集准确率')\n",
    "plt.title('神经网络训练过程中的准确率', fontproperties=my_font)\n",
    "plt.xlabel('Epoch', fontproperties=my_font)\n",
    "plt.ylabel('Accuracy', fontproperties=my_font)\n",
    "plt.legend(prop=my_font)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m2/2\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 40ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x600 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 构建支持向量机模型\n",
    "svm_model = SVC(kernel='rbf', probability=True)\n",
    "\n",
    "# 训练支持向量机模型\n",
    "svm_model.fit(X_train_scaled, y_train)\n",
    "\n",
    "# 构建朴素贝叶斯模型\n",
    "naive_bayes_model = GaussianNB()\n",
    "\n",
    "# 训练朴素贝叶斯模型\n",
    "naive_bayes_model.fit(X_train_scaled, y_train)\n",
    "\n",
    "# 在测试集上评估神经网络模型\n",
    "neural_network_y_pred = neural_network_model.predict(X_test_scaled).round().astype(int)\n",
    "\n",
    "# 在测试集上评估支持向量机模型\n",
    "svm_y_pred = svm_model.predict(X_test_scaled)\n",
    "\n",
    "# 在测试集上评估朴素贝叶斯模型\n",
    "naive_bayes_y_pred = naive_bayes_model.predict(X_test_scaled)\n",
    "\n",
    "# 确保在使用label_mapping之前定义它\n",
    "label_mapping = {0: '没有申请过', 1: '申请并获得', 2: '申请未获得'}\n",
    "\n",
    "# 将神经网络模型预测值和实际值映射为中文标签\n",
    "neural_network_y_test_mapped = pd.Series(y_test).map(label_mapping)\n",
    "neural_network_y_pred_mapped = pd.Series(neural_network_y_pred.flatten()).map(label_mapping)\n",
    "\n",
    "# 将支持向量机模型预测值和实际值映射为中文标签\n",
    "svm_y_test_mapped = pd.Series(y_test).map(label_mapping)\n",
    "svm_y_pred_mapped = pd.Series(svm_y_pred).map(label_mapping)\n",
    "\n",
    "# 将朴素贝叶斯模型预测值和实际值映射为中文标签\n",
    "naive_bayes_y_test_mapped = pd.Series(y_test).map(label_mapping)\n",
    "naive_bayes_y_pred_mapped = pd.Series(naive_bayes_y_pred).map(label_mapping)\n",
    "\n",
    "# 生成神经网络模型分类报告\n",
    "neural_network_report = classification_report(neural_network_y_test_mapped, neural_network_y_pred_mapped, output_dict=True, zero_division=1)\n",
    "\n",
    "# 生成支持向量机模型分类报告\n",
    "svm_report = classification_report(svm_y_test_mapped, svm_y_pred_mapped, output_dict=True, zero_division=1)\n",
    "\n",
    "# 生成朴素贝叶斯模型分类报告\n",
    "naive_bayes_report = classification_report(naive_bayes_y_test_mapped, naive_bayes_y_pred_mapped, output_dict=True, zero_division=1)\n",
    "\n",
    "# 可视化神经网络模型分类报告\n",
    "neural_network_df_report = pd.DataFrame(neural_network_report).transpose()\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(neural_network_df_report.iloc[:-1, :].T, annot=True, cmap='coolwarm')\n",
    "plt.title('神经网络分类报告', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 可视化支持向量机模型分类报告\n",
    "svm_df_report = pd.DataFrame(svm_report).transpose()\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(svm_df_report.iloc[:-1, :].T, annot=True, cmap='coolwarm')\n",
    "plt.title('支持向量机分类报告', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 可视化朴素贝叶斯模型分类报告\n",
    "naive_bayes_df_report = pd.DataFrame(naive_bayes_report).transpose()\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.heatmap(naive_bayes_df_report.iloc[:-1, :].T, annot=True, cmap='coolwarm')\n",
    "plt.title('朴素贝叶斯分类报告', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 绘制神经网络模型混淆矩阵\n",
    "neural_network_conf_matrix = confusion_matrix(neural_network_y_test_mapped, neural_network_y_pred_mapped, labels=['没有申请过', '申请并获得', '申请未获得'])\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(neural_network_conf_matrix, annot=True, fmt=\"d\", cmap='coolwarm', xticklabels=label_mapping.values(), yticklabels=label_mapping.values())\n",
    "plt.title('神经网络混淆矩阵', fontproperties=my_font)\n",
    "plt.xlabel('预测值', fontproperties=my_font)\n",
    "plt.ylabel('真实值', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 绘制支持向量机模型混淆矩阵\n",
    "svm_conf_matrix = confusion_matrix(svm_y_test_mapped, svm_y_pred_mapped, labels=['没有申请过', '申请并获得', '申请未获得'])\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(svm_conf_matrix, annot=True, fmt=\"d\", cmap='coolwarm', xticklabels=label_mapping.values(), yticklabels=label_mapping.values())\n",
    "plt.title('支持向量机混淆矩阵', fontproperties=my_font)\n",
    "plt.xlabel('预测值', fontproperties=my_font)\n",
    "plt.ylabel('真实值', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 绘制朴素贝叶斯模型混淆矩阵\n",
    "naive_bayes_conf_matrix = confusion_matrix(naive_bayes_y_test_mapped, naive_bayes_y_pred_mapped, labels=['没有申请过', '申请并获得', '申请未获得'])\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.heatmap(naive_bayes_conf_matrix, annot=True, fmt=\"d\", cmap='coolwarm', xticklabels=label_mapping.values(), yticklabels=label_mapping.values())\n",
    "plt.title('朴素贝叶斯混淆矩阵', fontproperties=my_font)\n",
    "plt.xlabel('预测值', fontproperties=my_font)\n",
    "plt.ylabel('真实值', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 对比三个模型的性能\n",
    "\n",
    "# 将三个模型的分类报告合并到一个数据框中\n",
    "df_report_combined = pd.concat([neural_network_df_report, svm_df_report, naive_bayes_df_report], axis=1, keys=['神经网络', '支持向量机', '朴素贝叶斯'])\n",
    "\n",
    "# 可视化对比分类报告\n",
    "plt.figure(figsize=(14, 8))\n",
    "sns.heatmap(df_report_combined.iloc[:-1, :].T, annot=True, cmap='coolwarm')\n",
    "plt.title('神经网络、支持向量机与朴素贝叶斯分类报告对比', fontproperties=my_font)\n",
    "plt.show()\n",
    "\n",
    "# 绘制对比混淆矩阵\n",
    "plt.figure(figsize=(14, 6))\n",
    "\n",
    "plt.subplot(1, 3, 1)\n",
    "sns.heatmap(neural_network_conf_matrix, annot=True, fmt=\"d\", cmap='coolwarm', xticklabels=label_mapping.values(), yticklabels=label_mapping.values())\n",
    "plt.title('神经网络混淆矩阵', fontproperties=my_font)\n",
    "plt.xlabel('预测值', fontproperties=my_font)\n",
    "plt.ylabel('真实值', fontproperties=my_font)\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "sns.heatmap(svm_conf_matrix, annot=True, fmt=\"d\", cmap='coolwarm', xticklabels=label_mapping.values(), yticklabels=label_mapping.values())\n",
    "plt.title('支持向量机混淆矩阵', fontproperties=my_font)\n",
    "plt.xlabel('预测值', fontproperties=my_font)\n",
    "plt.ylabel('真实值', fontproperties=my_font)\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "sns.heatmap(naive_bayes_conf_matrix, annot=True, fmt=\"d\", cmap='coolwarm', xticklabels=label_mapping.values(), yticklabels=label_mapping.values())\n",
    "plt.title('朴素贝叶斯混淆矩阵', fontproperties=my_font)\n",
    "plt.xlabel('预测值', fontproperties=my_font)\n",
    "plt.ylabel('真实值', fontproperties=my_font)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
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